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Large Reasoning Model时代, 几乎等于Reinforcement Learning + LLM的时代。
但RL专业性非常强，去参加ML的会议时，专门做RL的研究员都现场拿着笔纸推算数学公式，掌握起来学习难度较高。
分享一本RL的入门教材，从RL基础MDP，PPO，直到跟LLM结合，如RLHF，都有讲解，深入浅出。
Reinforcement
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由
马东锡 NLP 🇸🇪
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Large Reasoning Model时代, 几乎等于Reinforcement Learning + LLM的时代。
但RL专业性非常强，去参加ML的会议时，专门做RL的研究员都现场拿着笔纸推算数学公式，掌握起来学习难度较高。
分享一本RL的入门教材，从RL基础MDP，PPO，直到跟LLM结合，如RLHF，都有讲解，深入浅出。
Reinforcement Learning: An Overview：
https://t.co/rjYSpOtbJl
点击图片查看原图
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Recent thoughts:
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Recent thoughts:
The Shift to Long-Horizon Tasks
The most likely breakthrough this year will be in long-horizon tasks. We are moving toward a stage where Large Language Models (LLMs) learn to complete extended, complex missions by interacting with Agent environments. This is
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jietang
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The demand for GLM-5.2 and other frontier-level open models has been surging on Ollama's cloud.
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The demand for GLM-5.2 and other frontier-level open models has been surging on Ollama's cloud.
We're adding capacity in anticipation for some very large models next week! To make sure Ollama's infrastructure stays fast we're temporarily pausing new subscriptions on Ollama's Max
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ollama
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A retired Chinese women’s footballer (Chen Yun) filmed herself arguing with Japanese staff at a Nagoya Asian Games venue over a large suitcase she brought into the stands.
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A retired Chinese women’s footballer (Chen Yun) filmed herself arguing with Japanese staff at a Nagoya Asian Games venue over a large suitcase she brought into the stands.
Her explanation: it passed security, there was no storage, the nearby seats were empty, and it wasn’t
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GROK 4 SEES, TALKS, AND THINKS OUT LOUD
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GROK 4 SEES, TALKS, AND THINKS OUT LOUD
It doesn’t just chat - it watches, analyzes, and answers in real time.
Grok 4’s voice mode is scary good now: more human, less robot, and yes - it speaks Spanish, French, Japanese, and even rambles like it’s got thoughts of its own.
You
btc
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00:00:50
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We hit $10M ARR in 2 months making us one of the fastest growing AI startups in the world 🚀
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We hit $10M ARR in 2 months making us one of the fastest growing AI startups in the world 🚀
And today, we are putting more power into the hands of people while changing the world of vibecoding 🙌
Introducing:
1. Emergent Pro Mode- Build real autonomous agents
2. Mobile Apps-
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